[HTML][HTML] Applications of machine learning in antibody discovery, process development, manufacturing and formulation: current trends, challenges, and opportunities

TT Khuat, R Bassett, E Otte, A Grevis-James… - Computers & Chemical …, 2024 - Elsevier
While machine learning (ML) has made significant contributions to the biopharmaceutical
field, its applications are still in the early stages in terms of providing direct support for quality …

Recent advances in integrated process analytical techniques, modeling, and control strategies to enable continuous biomanufacturing of monoclonal antibodies

V Chopda, A Gyorgypal, O Yang… - Journal of Chemical …, 2022 - Wiley Online Library
Continuous bioprocessing is significantly changing the biological drugs (or biologics)
manufacturing landscape by potentially improving product quality, process stability, and …

Hybrid Models for the simulation and prediction of chromatographic processes for protein capture

H Narayanan, T Seidler, MF Luna, M Sokolov… - … of Chromatography A, 2021 - Elsevier
The biopharmaceutical industries are continuously faced with the pressure to reduce the
development costs and accelerate development time scales. The traditional approach of …

Integration and digitalization in the manufacturing of therapeutic proteins

H Narayanan, M Sponchioni, M Morbidelli - Chemical Engineering Science, 2022 - Elsevier
The biopharmaceutical market has experienced a tremendous growth in the last years.
However, this growth should be balanced considering the difficulty in bioproduct …

End-to-end process flowsheet modeling for biopharmaceutical production: current state and future potential

NG Malinov, K Raudenbush-Henderson, C Ding… - Current Opinion in …, 2024 - Elsevier
As the biopharmaceutical industry advances to meet the pressures of an expanding product
portfolio and global demand, it will continue to face new challenges while concurrently …

Predictive mechanistic modeling of loading and elution in protein A chromatography

S Bhoyar, V Kumar, M Foster, X Xu, SJ Traylor… - … of Chromatography A, 2024 - Elsevier
Protein A chromatography is an enabling technology in current manufacturing processes of
monoclonal antibodies (mAbs) and mAb derivatives, largely due to its ability to reduce the …

Towards digital twin for biopharmaceutical processes: concept and progress

C Ding, O Yang, M Ierapetritou - … manufacturing: progress, trends and …, 2024 - Springer
The capabilities of digital twins (DT) and the successes they have demonstrated in various
industries have attracted significant attention from the biopharmaceutical manufacturing …

Application of advanced machine learning algorithms for anomaly detection and quantitative prediction in protein A chromatography

A Tiwari, V Bansode, AS Rathore - Journal of Chromatography A, 2022 - Elsevier
Protein A capture chromatography, which forms the core of the mAb purification platform,
demands cautious use and maximum resin utilization due to high cost associated with resin …

Contribution of protein A step towards cost of goods for continuous production of monoclonal antibody therapeutics

V Bansode, P Gupta, N Kateja… - Journal of Chemical …, 2022 - Wiley Online Library
BACKGROUND Monoclonal antibodies (mAbs) presently dominate the biotherapeutic
market. However, biotherapeutics in general, and mAbs in particular, are expensive …

Process integrated biosensors for real-time monitoring of antibodies for automated affinity purification

T Tran, E Martinsson, R Gustavsson, O Tronarp… - Analytical …, 2022 - pubs.rsc.org
Therapeutic monoclonal antibodies (mAbs) provide new means for treatments of a wide
range of diseases and comprise a large fraction of all new approved drugs. Production of …